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基于BP神经网络的DP980钢板本构关系 被引量:5
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作者 林启权 卜根 +2 位作者 王镇柱 董文正 王凯 《塑性工程学报》 CAS CSCD 北大核心 2022年第8期139-144,共6页
为了准确描述双相钢温热条件下的本构关系,以DP980钢板为研究对象,采用单向拉伸实验获得了不同温度(300~500℃)、材料方向(与轧制方向呈0°、45°和90°)下钢板的流动应力。以实验温度、材料方向和真实应变作为输入参数,真... 为了准确描述双相钢温热条件下的本构关系,以DP980钢板为研究对象,采用单向拉伸实验获得了不同温度(300~500℃)、材料方向(与轧制方向呈0°、45°和90°)下钢板的流动应力。以实验温度、材料方向和真实应变作为输入参数,真实应力作为输出参数,建立了DP980钢板流动应力的BP神经网络预测模型,同时通过最小二乘拟合法获得了不同温度下DP980钢板的Voce本构模型,并与BP神经网络模型的预测精度进行对比。结果表明,DP980钢板不仅具有负温度敏感性,还随温度升高呈现出明显的各向异性;BP神经网络预测模型相比于Voce模型可以更精确地预测出DP980钢板在不同温度和材料方向下的流动应力。 展开更多
关键词 DP980钢板 BP神经网络 流动应力 Voce本构模型 温热条件
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Thermal-mechanical and springback behavior of dual-phase steel at warm temperatures
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作者 LIN Qi-quan WANG Zhen-zhu +2 位作者 DONG Wen-zheng bu gen HUANG Jin-shan 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第6期1895-1905,共11页
For non-quenchable dual-phase(DP)steel sheet,the warm forming process can effectively reduce the amount of springback,and the mechanical parameters that influence its elastic and inelastic recovery to decrease exhibit... For non-quenchable dual-phase(DP)steel sheet,the warm forming process can effectively reduce the amount of springback,and the mechanical parameters that influence its elastic and inelastic recovery to decrease exhibit a strong temperature dependence,especially under cyclic loading conditions.In this paper,the monotonic and cyclic loading tests of DP980 steel sheets are conducted at the temperatures ranging from 25℃ to 500℃.The temperature-dependent flow stress,nonlinear elastic recovery,and Bauschinger effect are investigated.The results demonstrate that both the elastic modulus and Bauschinger effect show an exponential law with pre-strain,and decrease with the increase of forming temperature,while there will be an abnormal phenomenon of rebound due to the influence of dynamic strain aging effect.Meanwhile,a linear relationship between the Bauschinger effect and inelastic strain is observed at various temperatures,and the weight of the Bauschinger effect in the total strain reduces with temperature increasing,which indicates that the springback is dominated by linear elastic recovery.Furthermore,the U-draw bending tests are carried out to clarify the influence of Vickers hardness distribution and martensite size effect on the springback behavior. 展开更多
关键词 warm forming dual-phase steel springback behavior nonlinear elastic recovery Bauschinger effect
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